Overview

Brought to you by YData

Dataset statistics

Number of variables	39
Number of observations	8878
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.2 MiB
Average record size in memory	138.0 B

Variable types

Numeric	11
Categorical	2
Boolean	26

Alerts

`estado_civil_CASADO` is highly overall correlated with `estado_civil_SOLTERO`	High correlation
`estado_civil_SOLTERO` is highly overall correlated with `estado_civil_CASADO`	High correlation
`estado_cliente_ACTIVO` is highly overall correlated with `estado_cliente_PASIVO` and 2 other fields	High correlation
`estado_cliente_PASIVO` is highly overall correlated with `estado_cliente_ACTIVO` and 2 other fields	High correlation
`falta_pago_N` is highly overall correlated with `estado_cliente_ACTIVO` and 3 other fields	High correlation
`falta_pago_Y` is highly overall correlated with `estado_cliente_ACTIVO` and 3 other fields	High correlation
`gastos_ult_12m` is highly overall correlated with `operaciones_ult_12m`	High correlation
`genero_F` is highly overall correlated with `genero_M`	High correlation
`genero_M` is highly overall correlated with `genero_F`	High correlation
`importe_solicitado` is highly overall correlated with `pct_ingreso`	High correlation
`operaciones_ult_12m` is highly overall correlated with `gastos_ult_12m`	High correlation
`pct_ingreso` is highly overall correlated with `importe_solicitado`	High correlation
`situacion_vivienda_ALQUILER` is highly overall correlated with `situacion_vivienda_HIPOTECA`	High correlation
`situacion_vivienda_HIPOTECA` is highly overall correlated with `situacion_vivienda_ALQUILER`	High correlation
`tasa_interes` is highly overall correlated with `falta_pago_N` and 1 other fields	High correlation
`situacion_vivienda_OTROS` is highly imbalanced (96.3%)	Imbalance
`situacion_vivienda_PROPIA` is highly imbalanced (63.8%)	Imbalance
`objetivo_credito_MEJORAS_HOGAR` is highly imbalanced (57.5%)	Imbalance
`estado_civil_DESCONOCIDO` is highly imbalanced (62.1%)	Imbalance
`estado_civil_DIVORCIADO` is highly imbalanced (61.7%)	Imbalance
`nivel_educativo_POSGRADO_COMPLETO` is highly imbalanced (72.9%)	Imbalance
`nivel_educativo_POSGRADO_INCOMPLETO` is highly imbalanced (70.5%)	Imbalance
`antiguedad_empleado` has 1276 (14.4%) zeros	Zeros
`personas_a_cargo` has 787 (8.9%) zeros	Zeros

Reproduction

Analysis started	2025-05-06 17:21:29.701783
Analysis finished	2025-05-06 17:21:55.392433
Duration	25.69 seconds
Software version	ydata-profiling vv4.13.0
Download configuration	config.json

edad
Real number (ℝ)

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.540324

Minimum	20
Maximum	26
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.7 KiB

Quantile statistics

Minimum	20
5-th percentile	21
Q1	22
median	23
Q3	25
95-th percentile	26
Maximum	26
Range	6
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.5114398
Coefficient of variation (CV)	0.064206412
Kurtosis	-1.0416921
Mean	23.540324
Median Absolute Deviation (MAD)	1
Skewness	0.10738576
Sum	208991
Variance	2.2844501
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
22	1935	21.8%
23	1924	21.7%
24	1695	19.1%
25	1444	16.3%
26	1183	13.3%
21	691	7.8%
20	6	0.1%

Value	Count	Frequency (%)
20	6	0.1%
21	691	7.8%
22	1935	21.8%
23	1924	21.7%
24	1695	19.1%
25	1444	16.3%
26	1183	13.3%

Value	Count	Frequency (%)
26	1183	13.3%
25	1444	16.3%
24	1695	19.1%
23	1924	21.7%
22	1935	21.8%
21	691	7.8%
20	6	0.1%

importe_solicitado
Real number (ℝ)

High correlation

Distinct	485
Distinct (%)	5.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8164.6063

Minimum	500
Maximum	35000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.7 KiB

Quantile statistics

Minimum	500
5-th percentile	2000
Q1	4500
median	6500
Q3	10000
95-th percentile	20000
Maximum	35000
Range	34500
Interquartile range (IQR)	5500

Descriptive statistics

Standard deviation	5745.9152
Coefficient of variation (CV)	0.70375901
Kurtosis	2.3379036
Mean	8164.6063
Median Absolute Deviation (MAD)	2500
Skewness	1.5236951
Sum	72485375
Variance	33015542
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5000	693	7.8%
6000	641	7.2%
8000	499	5.6%
7000	390	4.4%
4000	386	4.3%
10000	333	3.8%
3000	325	3.7%
20000	251	2.8%
12000	228	2.6%
9000	221	2.5%
Other values (475)	4911	55.3%

Value	Count	Frequency (%)
500	3	< 0.1%
700	1	< 0.1%
750	1	< 0.1%
800	1	< 0.1%
900	1	< 0.1%
1000	122	1.4%
1050	1	< 0.1%
1100	1	< 0.1%
1150	1	< 0.1%
1200	60	0.7%

Value	Count	Frequency (%)
35000	19	0.2%
34800	1	< 0.1%
34000	1	< 0.1%
33950	1	< 0.1%
33000	1	< 0.1%
32500	1	< 0.1%
32000	1	< 0.1%
31300	1	< 0.1%
31050	1	< 0.1%
30000	18	0.2%

duracion_credito
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	138.7 KiB

2	2991
3	2944
4	2943

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	8878
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	4
4th row	2
5th row	3

Common Values

Value	Count	Frequency (%)
2	2991	33.7%
3	2944	33.2%
4	2943	33.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	2991	33.7%
3	2944	33.2%
4	2943	33.1%

Most occurring characters

Value	Count	Frequency (%)
2	2991	33.7%
3	2944	33.2%
4	2943	33.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8878	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	2991	33.7%
3	2944	33.2%
4	2943	33.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8878	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	2991	33.7%
3	2944	33.2%
4	2943	33.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8878	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	2991	33.7%
3	2944	33.2%
4	2943	33.1%

antiguedad_empleado
Real number (ℝ)

Zeros

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.9047083

Minimum	0
Maximum	11
Zeros	1276
Zeros (%)	14.4%
Negative	0
Negative (%)	0.0%
Memory size	138.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	6
95-th percentile	9
Maximum	11
Range	11
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.8431527
Coefficient of variation (CV)	0.72813448
Kurtosis	-0.90312648
Mean	3.9047083
Median Absolute Deviation (MAD)	2
Skewness	0.32364042
Sum	34666
Variance	8.0835173
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	1276	14.4%
2	1158	13.0%
3	1038	11.7%
5	967	10.9%
6	921	10.4%
1	908	10.2%
4	770	8.7%
7	706	8.0%
8	525	5.9%
9	368	4.1%
Other values (2)	241	2.7%

Value	Count	Frequency (%)
0	1276	14.4%
1	908	10.2%
2	1158	13.0%
3	1038	11.7%
4	770	8.7%
5	967	10.9%
6	921	10.4%
7	706	8.0%
8	525	5.9%
9	368	4.1%

Value	Count	Frequency (%)
11	23	0.3%
10	218	2.5%
9	368	4.1%
8	525	5.9%
7	706	8.0%
6	921	10.4%
5	967	10.9%
4	770	8.7%
3	1038	11.7%
2	1158	13.0%

ingresos
Real number (ℝ)

Distinct	1619
Distinct (%)	18.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50918.641

Minimum	9600
Maximum	500000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.7 KiB

Quantile statistics

Minimum	9600
5-th percentile	21000
Q1	34000
median	47000
Q3	60000
95-th percentile	97000
Maximum	500000
Range	490400
Interquartile range (IQR)	26000

Descriptive statistics

Standard deviation	28814.656
Coefficient of variation (CV)	0.56589601
Kurtosis	21.101477
Mean	50918.641
Median Absolute Deviation (MAD)	13000
Skewness	3.3480253
Sum	4.520557 × 10⁸
Variance	8.3028441 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60000	386	4.3%
30000	313	3.5%
50000	304	3.4%
40000	242	2.7%
45000	217	2.4%
55000	201	2.3%
65000	197	2.2%
48000	193	2.2%
36000	185	2.1%
42000	176	2.0%
Other values (1609)	6464	72.8%

Value	Count	Frequency (%)
9600	3	< 0.1%
9840	1	< 0.1%
9900	1	< 0.1%
9960	1	< 0.1%
10000	9	0.1%
10560	1	< 0.1%
10668	1	< 0.1%
10800	3	< 0.1%
10980	1	< 0.1%
11000	3	< 0.1%

Value	Count	Frequency (%)
500000	1	< 0.1%
306000	1	< 0.1%
300000	6	0.1%
287000	1	< 0.1%
280000	1	< 0.1%
277104	1	< 0.1%
275000	1	< 0.1%
260000	1	< 0.1%
259000	1	< 0.1%
255000	1	< 0.1%

pct_ingreso
Real number (ℝ)

High correlation

Distinct	67
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17502929

Minimum	0.01
Maximum	0.71
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.7 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.04
Q1	0.09
median	0.15
Q3	0.23
95-th percentile	0.39
Maximum	0.71
Range	0.7
Interquartile range (IQR)	0.14

Descriptive statistics

Standard deviation	0.10740906
Coefficient of variation (CV)	0.61366337
Kurtosis	0.9673682
Mean	0.17502929
Median Absolute Deviation (MAD)	0.07
Skewness	1.0299963
Sum	1553.91
Variance	0.011536706
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1	463	5.2%
0.13	406	4.6%
0.09	391	4.4%
0.11	387	4.4%
0.08	386	4.3%
0.15	380	4.3%
0.12	352	4.0%
0.14	348	3.9%
0.07	346	3.9%
0.17	335	3.8%
Other values (57)	5084	57.3%

Value	Count	Frequency (%)
0.01	17	0.2%
0.02	81	0.9%
0.03	198	2.2%
0.04	249	2.8%
0.05	262	3.0%
0.06	304	3.4%
0.07	346	3.9%
0.08	386	4.3%
0.09	391	4.4%
0.1	463	5.2%

Value	Count	Frequency (%)
0.71	1	< 0.1%
0.69	2	< 0.1%
0.67	1	< 0.1%
0.65	2	< 0.1%
0.64	3	< 0.1%
0.63	1	< 0.1%
0.61	1	< 0.1%
0.6	2	< 0.1%
0.59	5	0.1%
0.58	1	< 0.1%

tasa_interes
Real number (ℝ)

High correlation

Distinct	306
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.017654

Minimum	5.42
Maximum	22.11
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.7 KiB

Quantile statistics

Minimum	5.42
5-th percentile	6.03
Q1	7.9
median	10.99
Q3	13.47
95-th percentile	16.29
Maximum	22.11
Range	16.69
Interquartile range (IQR)	5.57

Descriptive statistics

Standard deviation	3.1940462
Coefficient of variation (CV)	0.28990258
Kurtosis	-0.70362983
Mean	11.017654
Median Absolute Deviation (MAD)	2.5
Skewness	0.18457975
Sum	97814.73
Variance	10.201931
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.99	252	2.8%
7.51	227	2.6%
7.9	189	2.1%
7.49	187	2.1%
7.88	173	1.9%
5.42	171	1.9%
9.99	148	1.7%
11.49	143	1.6%
11.71	132	1.5%
13.49	132	1.5%
Other values (296)	7124	80.2%

Value	Count	Frequency (%)
5.42	171	1.9%
5.79	106	1.2%
5.99	112	1.3%
6	6	0.1%
6.03	121	1.4%
6.17	59	0.7%
6.39	14	0.2%
6.54	71	0.8%
6.62	116	1.3%
6.76	61	0.7%

Value	Count	Frequency (%)
22.11	1	< 0.1%
21.74	2	< 0.1%
21.36	1	< 0.1%
21.27	1	< 0.1%
21.21	1	< 0.1%
20.89	2	< 0.1%
20.62	1	< 0.1%
20.3	2	< 0.1%
20.25	1	< 0.1%
20.2	1	< 0.1%

estado_credito
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	138.7 KiB

0	6713
1	2165

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	8878
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	6713	75.6%
1	2165	24.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	6713	75.6%
1	2165	24.4%

Most occurring characters

Value	Count	Frequency (%)
0	6713	75.6%
1	2165	24.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8878	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	6713	75.6%
1	2165	24.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8878	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	6713	75.6%
1	2165	24.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8878	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	6713	75.6%
1	2165	24.4%

antiguedad_cliente
Real number (ℝ)

Distinct	44
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.885898

Minimum	13
Maximum	56
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.7 KiB

Quantile statistics

Minimum	13
5-th percentile	22
Q1	31
median	36
Q3	40
95-th percentile	50
Maximum	56
Range	43
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	7.994925
Coefficient of variation (CV)	0.22278738
Kurtosis	0.41237601
Mean	35.885898
Median Absolute Deviation (MAD)	4
Skewness	-0.10240788
Sum	318595
Variance	63.918826
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
36	2123	23.9%
37	316	3.6%
34	313	3.5%
38	305	3.4%
40	303	3.4%
39	302	3.4%
31	296	3.3%
33	278	3.1%
35	272	3.1%
30	262	3.0%
Other values (34)	4108	46.3%

Value	Count	Frequency (%)
13	63	0.7%
14	15	0.2%
15	29	0.3%
16	28	0.3%
17	35	0.4%
18	49	0.6%
19	55	0.6%
20	68	0.8%
21	75	0.8%
22	93	1.0%

Value	Count	Frequency (%)
56	94	1.1%
55	36	0.4%
54	47	0.5%
53	65	0.7%
52	56	0.6%
51	69	0.8%
50	83	0.9%
49	127	1.4%
48	136	1.5%
47	145	1.6%

gastos_ult_12m
Real number (ℝ)

High correlation

Distinct	4718
Distinct (%)	53.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4430.9092

Minimum	510
Maximum	18484
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.7 KiB

Quantile statistics

Minimum	510
5-th percentile	1289.85
Q1	2165.5
median	3913
Q3	4748
95-th percentile	14230.75
Maximum	18484
Range	17974
Interquartile range (IQR)	2582.5

Descriptive statistics

Standard deviation	3426.8069
Coefficient of variation (CV)	0.77338684
Kurtosis	3.8056338
Mean	4430.9092
Median Absolute Deviation (MAD)	1312.5
Skewness	2.0299172
Sum	39337612
Variance	11743005
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4253	10	0.1%
4509	10	0.1%
4518	9	0.1%
2229	9	0.1%
4077	8	0.1%
4313	8	0.1%
4317	8	0.1%
4348	8	0.1%
4042	8	0.1%
1731	8	0.1%
Other values (4708)	8792	99.0%

Value	Count	Frequency (%)
510	1	< 0.1%
530	1	< 0.1%
563	1	< 0.1%
569	1	< 0.1%
594	1	< 0.1%
596	1	< 0.1%
597	1	< 0.1%
615	1	< 0.1%
643	1	< 0.1%
644	1	< 0.1%

Value	Count	Frequency (%)
18484	1	< 0.1%
17995	1	< 0.1%
17744	1	< 0.1%
17634	1	< 0.1%
17628	1	< 0.1%
17498	1	< 0.1%
17437	1	< 0.1%
17390	1	< 0.1%
17350	1	< 0.1%
17258	1	< 0.1%

limite_credito_tc
Real number (ℝ)

Distinct	5667
Distinct (%)	63.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8608.6848

Minimum	1438.3
Maximum	34516
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.7 KiB

Quantile statistics

Minimum	1438.3
5-th percentile	1438.3
Q1	2547.25
median	4542.5
Q3	11054.75
95-th percentile	34516
Maximum	34516
Range	33077.7
Interquartile range (IQR)	8507.5

Descriptive statistics

Standard deviation	9067.7094
Coefficient of variation (CV)	1.0533211
Kurtosis	1.8413381
Mean	8608.6848
Median Absolute Deviation (MAD)	2598
Skewness	1.6725368
Sum	76427904
Variance	82223354
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1438.3	453	5.1%
34516	449	5.1%
15987	18	0.2%
9959	14	0.2%
23981	11	0.1%
6224	11	0.1%
2490	10	0.1%
3735	10	0.1%
7469	9	0.1%
2001	7	0.1%
Other values (5657)	7886	88.8%

Value	Count	Frequency (%)
1438.3	453	5.1%
1439	2	< 0.1%
1440	1	< 0.1%
1441	2	< 0.1%
1442	1	< 0.1%
1443	3	< 0.1%
1446	1	< 0.1%
1449	2	< 0.1%
1451	2	< 0.1%
1452	2	< 0.1%

Value	Count	Frequency (%)
34516	449	5.1%
34496	1	< 0.1%
34458	1	< 0.1%
34427	1	< 0.1%
34198	1	< 0.1%
34173	1	< 0.1%
34162	1	< 0.1%
34140	1	< 0.1%
34058	1	< 0.1%
33996	1	< 0.1%

operaciones_ult_12m
Real number (ℝ)

High correlation

Distinct	125
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	65.018135

Minimum	10
Maximum	139
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.7 KiB

Quantile statistics

Minimum	10
5-th percentile	28
Q1	45
median	67
Q3	81
95-th percentile	106
Maximum	139
Range	129
Interquartile range (IQR)	36

Descriptive statistics

Standard deviation	23.517037
Coefficient of variation (CV)	0.36169966
Kurtosis	-0.35631932
Mean	65.018135
Median Absolute Deviation (MAD)	17
Skewness	0.15285337
Sum	577231
Variance	553.05104
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
69	185	2.1%
81	181	2.0%
71	180	2.0%
75	179	2.0%
76	173	1.9%
78	173	1.9%
82	172	1.9%
77	172	1.9%
70	166	1.9%
67	162	1.8%
Other values (115)	7135	80.4%

Value	Count	Frequency (%)
10	3	< 0.1%
11	2	< 0.1%
12	4	< 0.1%
13	5	0.1%
14	8	0.1%
15	12	0.1%
16	12	0.1%
17	12	0.1%
18	21	0.2%
19	10	0.1%

Value	Count	Frequency (%)
139	1	< 0.1%
138	1	< 0.1%
134	1	< 0.1%
131	6	0.1%
130	5	0.1%
129	5	0.1%
128	9	0.1%
127	10	0.1%
126	10	0.1%
125	12	0.1%

personas_a_cargo
Real number (ℝ)

Zeros

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3518811

Minimum	0
Maximum	5
Zeros	787
Zeros (%)	8.9%
Negative	0
Negative (%)	0.0%
Memory size	138.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	4
Maximum	5
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.3008054
Coefficient of variation (CV)	0.55309147
Kurtosis	-0.68924218
Mean	2.3518811
Median Absolute Deviation (MAD)	1
Skewness	-0.022285478
Sum	20880
Variance	1.6920946
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
3	2388	26.9%
2	2318	26.1%
1	1612	18.2%
4	1397	15.7%
0	787	8.9%
5	376	4.2%

Value	Count	Frequency (%)
0	787	8.9%
1	1612	18.2%
2	2318	26.1%
3	2388	26.9%
4	1397	15.7%
5	376	4.2%

Value	Count	Frequency (%)
5	376	4.2%
4	1397	15.7%
3	2388	26.9%
2	2318	26.1%
1	1612	18.2%
0	787	8.9%

situacion_vivienda_ALQUILER
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.0 KiB

True	5428
False	3450

Value	Count	Frequency (%)
True	5428	61.1%
False	3450	38.9%

situacion_vivienda_HIPOTECA
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.0 KiB

False	6076
True	2802

Value	Count	Frequency (%)
False	6076	68.4%
True	2802	31.6%

situacion_vivienda_OTROS
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.0 KiB

False	8843
True	35

Value	Count	Frequency (%)
False	8843	99.6%
True	35	0.4%

situacion_vivienda_PROPIA
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.0 KiB

False	8265
True	613

Value	Count	Frequency (%)
False	8265	93.1%
True	613	6.9%

objetivo_credito_EDUCACIÓN
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.0 KiB

False	6816
True	2062

Value	Count	Frequency (%)
False	6816	76.8%
True	2062	23.2%

objetivo_credito_INVERSIONES
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.0 KiB

False	7360
True	1518

Value	Count	Frequency (%)
False	7360	82.9%
True	1518	17.1%

objetivo_credito_MEJORAS_HOGAR
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.0 KiB

False	8110
True	768

Value	Count	Frequency (%)
False	8110	91.3%
True	768	8.7%

objetivo_credito_PAGO_DEUDAS
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.0 KiB

False	7416
True	1462

Value	Count	Frequency (%)
False	7416	83.5%
True	1462	16.5%

objetivo_credito_PERSONAL
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.0 KiB

False	7423
True	1455

Value	Count	Frequency (%)
False	7423	83.6%
True	1455	16.4%

objetivo_credito_SALUD
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.0 KiB

False	7265
True	1613

Value	Count	Frequency (%)
False	7265	81.8%
True	1613	18.2%

falta_pago_N
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.0 KiB

True	7315
False	1563

Value	Count	Frequency (%)
True	7315	82.4%
False	1563	17.6%

falta_pago_Y
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.0 KiB

False	7315
True	1563

Value	Count	Frequency (%)
False	7315	82.4%
True	1563	17.6%

estado_civil_CASADO
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.0 KiB

False	4781
True	4097

Value	Count	Frequency (%)
False	4781	53.9%
True	4097	46.1%

estado_civil_DESCONOCIDO
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.0 KiB

False	8226
True	652

Value	Count	Frequency (%)
False	8226	92.7%
True	652	7.3%

estado_civil_DIVORCIADO
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.0 KiB

False	8215
True	663

Value	Count	Frequency (%)
False	8215	92.5%
True	663	7.5%

estado_civil_SOLTERO
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.0 KiB

False	5412
True	3466

Value	Count	Frequency (%)
False	5412	61.0%
True	3466	39.0%

estado_cliente_ACTIVO
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.0 KiB

True	7434
False	1444

Value	Count	Frequency (%)
True	7434	83.7%
False	1444	16.3%

estado_cliente_PASIVO
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.0 KiB

False	7434
True	1444

Value	Count	Frequency (%)
False	7434	83.7%
True	1444	16.3%

genero_F
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.0 KiB

True	4717
False	4161

Value	Count	Frequency (%)
True	4717	53.1%
False	4161	46.9%

genero_M
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.0 KiB

False	4717
True	4161

Value	Count	Frequency (%)
False	4717	53.1%
True	4161	46.9%

nivel_educativo_DESCONOCIDO
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.0 KiB

False	7564
True	1314

Value	Count	Frequency (%)
False	7564	85.2%
True	1314	14.8%

nivel_educativo_POSGRADO_COMPLETO
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.0 KiB

False	8466
True	412

Value	Count	Frequency (%)
False	8466	95.4%
True	412	4.6%

nivel_educativo_POSGRADO_INCOMPLETO
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.0 KiB

False	8417
True	461

Value	Count	Frequency (%)
False	8417	94.8%
True	461	5.2%

nivel_educativo_SECUNDARIO_COMPLETO
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.0 KiB

False	7117
True	1761

Value	Count	Frequency (%)
False	7117	80.2%
True	1761	19.8%

nivel_educativo_UNIVERSITARIO_COMPLETO
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.0 KiB

False	6139
True	2739

Value	Count	Frequency (%)
False	6139	69.1%
True	2739	30.9%

nivel_educativo_UNIVERSITARIO_INCOMPLETO
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.0 KiB

False	6687
True	2191

Value	Count	Frequency (%)
False	6687	75.3%
True	2191	24.7%

Interactions

Correlations

	antiguedad_cliente	antiguedad_empleado	duracion_credito	edad	estado_civil_CASADO	estado_civil_DESCONOCIDO	estado_civil_DIVORCIADO	estado_civil_SOLTERO	estado_cliente_ACTIVO	estado_cliente_PASIVO	estado_credito	falta_pago_N	falta_pago_Y	gastos_ult_12m	genero_F	genero_M	importe_solicitado	ingresos	limite_credito_tc	nivel_educativo_DESCONOCIDO	nivel_educativo_POSGRADO_COMPLETO	nivel_educativo_POSGRADO_INCOMPLETO	nivel_educativo_SECUNDARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_INCOMPLETO	objetivo_credito_EDUCACIÓN	objetivo_credito_INVERSIONES	objetivo_credito_MEJORAS_HOGAR	objetivo_credito_PAGO_DEUDAS	objetivo_credito_PERSONAL	objetivo_credito_SALUD	operaciones_ult_12m	pct_ingreso	personas_a_cargo	situacion_vivienda_ALQUILER	situacion_vivienda_HIPOTECA	situacion_vivienda_OTROS	situacion_vivienda_PROPIA	tasa_interes
antiguedad_cliente	1.000	-0.001	0.000	-0.001	0.049	0.036	0.040	0.051	0.032	0.032	0.026	0.050	0.050	-0.024	0.019	0.019	0.038	0.013	0.009	0.000	0.022	0.029	0.000	0.024	0.012	0.000	0.000	0.013	0.032	0.017	0.000	-0.036	0.034	-0.115	0.031	0.034	0.000	0.000	0.009
antiguedad_empleado	-0.001	1.000	0.000	0.109	0.011	0.000	0.000	0.011	0.025	0.025	0.097	0.040	0.040	0.064	0.000	0.000	0.120	0.188	-0.004	0.000	0.000	0.000	0.000	0.031	0.021	0.056	0.017	0.101	0.021	0.019	0.000	0.058	-0.003	-0.002	0.208	0.204	0.019	0.034	-0.065
duracion_credito	0.000	0.000	1.000	0.005	0.000	0.000	0.014	0.000	0.005	0.005	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.007	0.008	0.016	0.000	0.000	0.032	0.025	0.000	0.004	0.009	0.012	0.022	0.022	0.000	0.000	0.016	0.006	0.011	0.000	0.000	0.017
edad	-0.001	0.109	0.005	1.000	0.017	0.000	0.014	0.008	0.016	0.016	0.040	0.000	0.000	0.009	0.000	0.000	0.078	0.156	0.011	0.000	0.000	0.014	0.000	0.000	0.000	0.160	0.012	0.204	0.005	0.012	0.038	0.007	-0.037	0.001	0.000	0.024	0.023	0.025	0.005
estado_civil_CASADO	0.049	0.011	0.000	0.017	1.000	0.260	0.262	0.741	0.024	0.024	0.042	0.000	0.000	0.174	0.000	0.000	0.090	0.021	0.064	0.004	0.000	0.000	0.000	0.013	0.014	0.020	0.014	0.010	0.000	0.000	0.000	0.171	0.064	0.022	0.016	0.013	0.008	0.000	0.000
estado_civil_DESCONOCIDO	0.036	0.000	0.000	0.000	0.260	1.000	0.078	0.225	0.000	0.000	0.019	0.000	0.000	0.055	0.011	0.011	0.042	0.033	0.017	0.000	0.000	0.007	0.000	0.000	0.000	0.006	0.000	0.000	0.000	0.000	0.000	0.030	0.000	0.039	0.013	0.004	0.000	0.000	0.011
estado_civil_DIVORCIADO	0.040	0.000	0.014	0.014	0.262	0.078	1.000	0.227	0.000	0.000	0.000	0.000	0.000	0.038	0.000	0.000	0.000	0.000	0.021	0.016	0.000	0.000	0.009	0.000	0.034	0.000	0.019	0.000	0.000	0.000	0.000	0.039	0.003	0.030	0.000	0.000	0.000	0.000	0.026
estado_civil_SOLTERO	0.051	0.011	0.000	0.008	0.741	0.225	0.227	1.000	0.017	0.017	0.031	0.000	0.000	0.141	0.013	0.013	0.067	0.003	0.033	0.020	0.000	0.000	0.000	0.004	0.000	0.007	0.000	0.015	0.000	0.000	0.007	0.141	0.041	0.038	0.021	0.017	0.000	0.000	0.000
estado_cliente_ACTIVO	0.032	0.025	0.005	0.016	0.024	0.000	0.000	0.017	1.000	1.000	0.117	0.551	0.551	0.329	0.031	0.031	0.107	0.018	0.034	0.007	0.031	0.000	0.006	0.000	0.000	0.015	0.000	0.021	0.000	0.000	0.000	0.458	0.043	0.019	0.052	0.054	0.000	0.000	0.319
estado_cliente_PASIVO	0.032	0.025	0.005	0.016	0.024	0.000	0.000	0.017	1.000	1.000	0.117	0.551	0.551	0.329	0.031	0.031	0.107	0.018	0.034	0.007	0.031	0.000	0.006	0.000	0.000	0.015	0.000	0.021	0.000	0.000	0.000	0.458	0.043	0.019	0.052	0.054	0.000	0.000	0.319
estado_credito	0.026	0.097	0.000	0.040	0.042	0.019	0.000	0.031	0.117	0.117	1.000	0.191	0.191	0.232	0.026	0.026	0.210	0.117	0.000	0.000	0.004	0.010	0.007	0.000	0.000	0.097	0.063	0.112	0.062	0.014	0.042	0.240	0.405	0.000	0.207	0.165	0.023	0.101	0.383
falta_pago_N	0.050	0.040	0.000	0.000	0.000	0.000	0.000	0.000	0.551	0.551	0.191	1.000	1.000	0.261	0.000	0.000	0.055	0.000	0.029	0.000	0.000	0.000	0.007	0.006	0.000	0.014	0.017	0.049	0.003	0.000	0.000	0.324	0.034	0.016	0.072	0.074	0.012	0.000	0.561
falta_pago_Y	0.050	0.040	0.000	0.000	0.000	0.000	0.000	0.000	0.551	0.551	0.191	1.000	1.000	0.261	0.000	0.000	0.055	0.000	0.029	0.000	0.000	0.000	0.007	0.006	0.000	0.014	0.017	0.049	0.003	0.000	0.000	0.324	0.034	0.016	0.072	0.074	0.012	0.000	0.561
gastos_ult_12m	-0.024	0.064	0.000	0.009	0.174	0.055	0.038	0.141	0.329	0.329	0.232	0.261	0.261	1.000	0.247	0.247	0.035	0.157	0.028	0.021	0.013	0.000	0.043	0.000	0.000	0.013	0.012	0.000	0.000	0.000	0.000	0.879	-0.071	0.059	0.152	0.181	0.000	0.037	-0.187
genero_F	0.019	0.000	0.000	0.000	0.000	0.011	0.000	0.013	0.031	0.031	0.026	0.000	0.000	0.247	1.000	1.000	0.170	0.113	0.442	0.000	0.008	0.000	0.013	0.000	0.000	0.009	0.000	0.000	0.000	0.000	0.007	0.168	0.067	0.000	0.040	0.041	0.000	0.000	0.004
genero_M	0.019	0.000	0.000	0.000	0.000	0.011	0.000	0.013	0.031	0.031	0.026	0.000	0.000	0.247	1.000	1.000	0.170	0.113	0.442	0.000	0.008	0.000	0.013	0.000	0.000	0.009	0.000	0.000	0.000	0.000	0.007	0.168	0.067	0.000	0.040	0.041	0.000	0.000	0.004
importe_solicitado	0.038	0.120	0.000	0.078	0.090	0.042	0.000	0.067	0.107	0.107	0.210	0.055	0.055	0.035	0.170	0.170	1.000	0.350	0.039	0.028	0.010	0.000	0.000	0.020	0.000	0.000	0.017	0.033	0.000	0.000	0.046	0.002	0.740	0.031	0.190	0.169	0.012	0.056	0.073
ingresos	0.013	0.188	0.000	0.156	0.021	0.033	0.000	0.003	0.018	0.018	0.117	0.000	0.000	0.157	0.113	0.113	0.350	1.000	0.038	0.015	0.000	0.000	0.023	0.000	0.014	0.000	0.018	0.058	0.044	0.020	0.034	0.129	-0.292	0.020	0.156	0.120	0.000	0.086	-0.027
limite_credito_tc	0.009	-0.004	0.007	0.011	0.064	0.017	0.021	0.033	0.034	0.034	0.000	0.029	0.029	0.028	0.442	0.442	0.039	0.038	1.000	0.000	0.000	0.000	0.000	0.000	0.017	0.021	0.000	0.000	0.000	0.005	0.000	0.030	0.020	0.049	0.000	0.023	0.000	0.010	0.003
nivel_educativo_DESCONOCIDO	0.000	0.000	0.008	0.000	0.004	0.000	0.016	0.020	0.007	0.007	0.000	0.000	0.000	0.021	0.000	0.000	0.028	0.015	0.000	1.000	0.091	0.096	0.207	0.278	0.238	0.000	0.000	0.023	0.019	0.000	0.000	0.000	0.000	0.029	0.010	0.000	0.000	0.014	0.000
nivel_educativo_POSGRADO_COMPLETO	0.022	0.000	0.016	0.000	0.000	0.000	0.000	0.000	0.031	0.031	0.004	0.000	0.000	0.013	0.008	0.008	0.010	0.000	0.000	0.091	1.000	0.049	0.109	0.146	0.125	0.000	0.000	0.018	0.000	0.000	0.000	0.036	0.000	0.000	0.000	0.000	0.000	0.000	0.009
nivel_educativo_POSGRADO_INCOMPLETO	0.029	0.000	0.000	0.014	0.000	0.007	0.000	0.000	0.000	0.000	0.010	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.096	0.049	1.000	0.115	0.155	0.133	0.000	0.017	0.004	0.000	0.006	0.000	0.000	0.014	0.013	0.000	0.000	0.000	0.004	0.000
nivel_educativo_SECUNDARIO_COMPLETO	0.000	0.000	0.000	0.000	0.000	0.000	0.009	0.000	0.006	0.006	0.007	0.007	0.007	0.043	0.013	0.013	0.000	0.023	0.000	0.207	0.109	0.115	1.000	0.332	0.284	0.003	0.000	0.000	0.000	0.000	0.017	0.000	0.011	0.011	0.007	0.000	0.000	0.000	0.009
nivel_educativo_UNIVERSITARIO_COMPLETO	0.024	0.031	0.032	0.000	0.013	0.000	0.000	0.004	0.000	0.000	0.000	0.006	0.006	0.000	0.000	0.000	0.020	0.000	0.000	0.278	0.146	0.155	0.332	1.000	0.382	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.005	0.000	0.000	0.012	0.000
nivel_educativo_UNIVERSITARIO_INCOMPLETO	0.012	0.021	0.025	0.000	0.014	0.000	0.034	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.014	0.017	0.238	0.125	0.133	0.284	0.382	1.000	0.015	0.000	0.006	0.000	0.000	0.007	0.000	0.000	0.015	0.004	0.004	0.000	0.000	0.000
objetivo_credito_EDUCACIÓN	0.000	0.056	0.000	0.160	0.020	0.006	0.000	0.007	0.015	0.015	0.097	0.014	0.014	0.013	0.009	0.009	0.000	0.000	0.021	0.000	0.000	0.000	0.003	0.000	0.015	1.000	0.249	0.168	0.244	0.243	0.259	0.000	0.003	0.000	0.000	0.000	0.000	0.000	0.037
objetivo_credito_INVERSIONES	0.000	0.017	0.004	0.012	0.014	0.000	0.019	0.000	0.000	0.000	0.063	0.017	0.017	0.012	0.000	0.000	0.017	0.018	0.000	0.000	0.000	0.017	0.000	0.000	0.000	0.249	1.000	0.139	0.201	0.200	0.213	0.000	0.010	0.000	0.045	0.000	0.000	0.092	0.030
objetivo_credito_MEJORAS_HOGAR	0.013	0.101	0.009	0.204	0.010	0.000	0.000	0.015	0.021	0.021	0.112	0.049	0.049	0.000	0.000	0.000	0.033	0.058	0.000	0.023	0.018	0.004	0.000	0.000	0.006	0.168	0.139	1.000	0.136	0.135	0.144	0.019	0.029	0.023	0.034	0.027	0.000	0.008	0.047
objetivo_credito_PAGO_DEUDAS	0.032	0.021	0.012	0.005	0.000	0.000	0.000	0.000	0.000	0.000	0.062	0.003	0.003	0.000	0.000	0.000	0.000	0.044	0.000	0.019	0.000	0.000	0.000	0.000	0.000	0.244	0.201	0.136	1.000	0.196	0.209	0.011	0.000	0.013	0.043	0.000	0.000	0.092	0.015
objetivo_credito_PERSONAL	0.017	0.019	0.022	0.012	0.000	0.000	0.000	0.000	0.000	0.000	0.014	0.000	0.000	0.000	0.000	0.000	0.000	0.020	0.005	0.000	0.000	0.006	0.000	0.000	0.000	0.243	0.200	0.135	0.196	1.000	0.208	0.027	0.018	0.036	0.016	0.020	0.000	0.000	0.017
objetivo_credito_SALUD	0.000	0.000	0.022	0.038	0.000	0.000	0.000	0.007	0.000	0.000	0.042	0.000	0.000	0.000	0.007	0.007	0.046	0.034	0.000	0.000	0.000	0.000	0.017	0.000	0.007	0.259	0.213	0.144	0.209	0.208	1.000	0.000	0.000	0.000	0.040	0.039	0.000	0.000	0.026
operaciones_ult_12m	-0.036	0.058	0.000	0.007	0.171	0.030	0.039	0.141	0.458	0.458	0.240	0.324	0.324	0.879	0.168	0.168	0.002	0.129	0.030	0.000	0.036	0.000	0.000	0.000	0.000	0.000	0.000	0.019	0.011	0.027	0.000	1.000	-0.082	0.056	0.137	0.165	0.000	0.037	-0.219
pct_ingreso	0.034	-0.003	0.000	-0.037	0.064	0.000	0.003	0.041	0.043	0.043	0.405	0.034	0.034	-0.071	0.067	0.067	0.740	-0.292	0.020	0.000	0.000	0.014	0.011	0.000	0.000	0.003	0.010	0.029	0.000	0.018	0.000	-0.082	1.000	0.022	0.060	0.042	0.029	0.050	0.091
personas_a_cargo	-0.115	-0.002	0.016	0.001	0.022	0.039	0.030	0.038	0.019	0.019	0.000	0.016	0.016	0.059	0.000	0.000	0.031	0.020	0.049	0.029	0.000	0.013	0.011	0.000	0.015	0.000	0.000	0.023	0.013	0.036	0.000	0.056	0.022	1.000	0.000	0.000	0.000	0.014	-0.011
situacion_vivienda_ALQUILER	0.031	0.208	0.006	0.000	0.016	0.013	0.000	0.021	0.052	0.052	0.207	0.072	0.072	0.152	0.040	0.040	0.190	0.156	0.000	0.010	0.000	0.000	0.007	0.005	0.004	0.000	0.045	0.034	0.043	0.016	0.040	0.137	0.060	0.000	1.000	0.852	0.076	0.341	0.143
situacion_vivienda_HIPOTECA	0.034	0.204	0.011	0.024	0.013	0.004	0.000	0.017	0.054	0.054	0.165	0.074	0.074	0.181	0.041	0.041	0.169	0.120	0.023	0.000	0.000	0.000	0.000	0.000	0.004	0.000	0.000	0.027	0.000	0.020	0.039	0.165	0.042	0.000	0.852	1.000	0.039	0.184	0.148
situacion_vivienda_OTROS	0.000	0.019	0.000	0.023	0.008	0.000	0.000	0.000	0.000	0.000	0.023	0.012	0.012	0.000	0.000	0.000	0.012	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.029	0.000	0.076	0.039	1.000	0.008	0.028
situacion_vivienda_PROPIA	0.000	0.034	0.000	0.025	0.000	0.000	0.000	0.000	0.000	0.000	0.101	0.000	0.000	0.037	0.000	0.000	0.056	0.086	0.010	0.014	0.000	0.004	0.000	0.012	0.000	0.000	0.092	0.008	0.092	0.000	0.000	0.037	0.050	0.014	0.341	0.184	0.008	1.000	0.000
tasa_interes	0.009	-0.065	0.017	0.005	0.000	0.011	0.026	0.000	0.319	0.319	0.383	0.561	0.561	-0.187	0.004	0.004	0.073	-0.027	0.003	0.000	0.009	0.000	0.009	0.000	0.000	0.037	0.030	0.047	0.015	0.017	0.026	-0.219	0.091	-0.011	0.143	0.148	0.028	0.000	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	edad	importe_solicitado	duracion_credito	antiguedad_empleado	ingresos	pct_ingreso	tasa_interes	estado_credito	antiguedad_cliente	gastos_ult_12m	limite_credito_tc	operaciones_ult_12m	personas_a_cargo	situacion_vivienda_ALQUILER	situacion_vivienda_HIPOTECA	situacion_vivienda_OTROS	situacion_vivienda_PROPIA	objetivo_credito_EDUCACIÓN	objetivo_credito_INVERSIONES	objetivo_credito_MEJORAS_HOGAR	objetivo_credito_PAGO_DEUDAS	objetivo_credito_PERSONAL	objetivo_credito_SALUD	falta_pago_N	falta_pago_Y	estado_civil_CASADO	estado_civil_DESCONOCIDO	estado_civil_DIVORCIADO	estado_civil_SOLTERO	estado_cliente_ACTIVO	estado_cliente_PASIVO	genero_F	genero_M	nivel_educativo_DESCONOCIDO	nivel_educativo_POSGRADO_COMPLETO	nivel_educativo_POSGRADO_INCOMPLETO	nivel_educativo_SECUNDARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_INCOMPLETO
0	21	1000	2	5.0	9600	0.10	11.14	0	39.0	1144.0	12691.0	42.0	3.0	False	False	False	True	True	False	False	False	False	False	True	False	True	False	False	False	True	False	False	True	False	False	False	True	False	False
1	23	35000	2	4.0	65500	0.53	15.23	1	36.0	1887.0	3418.0	20.0	3.0	True	False	False	False	False	False	False	False	False	True	True	False	True	False	False	False	True	False	False	True	False	False	False	False	True	False
2	24	35000	4	8.0	54400	0.55	14.27	1	54.0	1314.0	9095.0	26.0	1.0	True	False	False	False	False	False	False	False	False	True	False	True	True	False	False	False	True	False	False	True	True	False	False	False	False	False
3	21	2500	2	2.0	9900	0.25	7.14	1	34.0	1171.0	3313.0	20.0	4.0	False	False	False	True	False	True	False	False	False	False	True	False	False	True	False	False	True	False	True	False	False	False	False	True	False	False
4	26	35000	3	8.0	77100	0.45	12.42	1	21.0	816.0	4716.0	28.0	3.0	True	False	False	False	True	False	False	False	False	False	True	False	True	False	False	False	True	False	False	True	False	False	False	False	False	True
5	24	35000	4	5.0	78956	0.44	11.11	1	46.0	1330.0	34516.0	31.0	4.0	True	False	False	False	False	False	False	False	False	True	True	False	True	False	False	False	True	False	False	True	True	False	False	False	False	False
6	24	35000	2	8.0	83000	0.42	8.90	1	27.0	1538.0	29081.0	36.0	0.0	True	False	False	False	False	False	False	False	True	False	True	False	False	True	False	False	True	False	False	True	False	False	False	True	False	False
7	21	1600	3	6.0	10000	0.16	14.74	1	36.0	1350.0	22352.0	24.0	3.0	False	False	False	True	False	True	False	False	False	False	True	False	False	False	False	True	True	False	False	True	False	False	False	False	False	True
8	22	35000	4	6.0	85000	0.41	10.37	1	36.0	1441.0	11656.0	32.0	2.0	True	False	False	False	False	True	False	False	False	False	True	False	False	False	False	True	True	False	False	True	False	False	False	False	True	False
9	21	4500	2	2.0	10000	0.45	8.63	1	31.0	1201.0	6748.0	42.0	5.0	False	False	False	True	False	False	True	False	False	False	True	False	False	True	False	False	True	False	False	True	False	False	False	False	False	True

	edad	importe_solicitado	duracion_credito	antiguedad_empleado	ingresos	pct_ingreso	tasa_interes	estado_credito	antiguedad_cliente	gastos_ult_12m	limite_credito_tc	operaciones_ult_12m	personas_a_cargo	situacion_vivienda_ALQUILER	situacion_vivienda_HIPOTECA	situacion_vivienda_OTROS	situacion_vivienda_PROPIA	objetivo_credito_EDUCACIÓN	objetivo_credito_INVERSIONES	objetivo_credito_MEJORAS_HOGAR	objetivo_credito_PAGO_DEUDAS	objetivo_credito_PERSONAL	objetivo_credito_SALUD	falta_pago_N	falta_pago_Y	estado_civil_CASADO	estado_civil_DESCONOCIDO	estado_civil_DIVORCIADO	estado_civil_SOLTERO	estado_cliente_ACTIVO	estado_cliente_PASIVO	genero_F	genero_M	nivel_educativo_DESCONOCIDO	nivel_educativo_POSGRADO_COMPLETO	nivel_educativo_POSGRADO_INCOMPLETO	nivel_educativo_SECUNDARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_INCOMPLETO
10091	22	9000	3	4.0	65000	0.14	9.63	0	34.0	15577.0	13940.0	114.0	1.0	False	True	False	False	True	False	False	False	False	False	True	False	False	False	False	True	True	False	False	True	False	False	False	True	False	False
10092	25	9500	2	4.0	61000	0.16	7.51	0	50.0	14596.0	3688.0	120.0	1.0	True	False	False	False	False	True	False	False	False	False	True	False	False	False	False	True	True	False	True	False	False	False	False	False	True	False
10093	25	9500	3	2.0	68000	0.14	7.14	0	40.0	15476.0	4003.0	117.0	2.0	True	False	False	False	False	False	False	True	False	False	True	False	False	False	False	True	True	False	False	True	False	False	False	False	True	False
10094	24	9500	3	4.0	58650	0.14	16.49	1	25.0	8764.0	4277.0	69.0	2.0	True	False	False	False	False	False	False	False	False	True	True	False	False	False	True	False	False	True	False	True	True	False	False	False	False	False
10095	22	9500	4	1.0	69000	0.14	15.33	1	20.0	9338.0	34516.0	73.0	2.0	True	False	False	False	False	False	True	False	False	False	False	True	True	False	False	False	False	True	False	True	False	False	False	False	False	True
10096	25	7000	4	9.0	65000	0.11	11.66	0	36.0	10310.0	9959.0	63.0	1.0	False	False	False	True	False	False	False	False	True	False	False	True	False	True	False	False	False	True	False	True	True	False	False	False	False	False
10097	22	9575	3	1.0	43000	0.22	6.62	0	36.0	8395.0	5281.0	62.0	2.0	True	False	False	False	False	False	False	True	False	False	True	False	False	True	False	False	False	True	False	True	False	False	False	False	True	False
10098	22	9600	2	0.0	21600	0.44	7.49	1	36.0	10291.0	5409.0	60.0	1.0	True	False	False	False	True	False	False	False	False	False	True	False	True	False	False	False	False	True	True	False	False	False	False	True	False	False
10099	23	9600	2	3.0	22000	0.44	13.16	1	25.0	10294.0	10388.0	61.0	2.0	True	False	False	False	True	False	False	False	False	False	True	False	True	False	False	False	False	True	True	False	False	False	False	False	True	False
10100	24	3600	4	8.0	65004	0.06	13.49	0	47.0	6009.0	14657.0	53.0	3.0	False	True	False	False	False	False	True	False	False	False	False	True	False	False	False	True	False	True	True	False	False	False	False	False	False	True

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample